Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 10970 |
| Missing cells | 3693 |
| Missing cells (%) | 1.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.4 MiB |
| Average record size in memory | 420.4 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 8 |
Reproduction
| Analysis started | 2024-05-02 15:56:04.320173 |
|---|---|
| Analysis finished | 2024-05-02 15:56:34.052002 |
| Duration | 29.73 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
clientid
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 10970 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5484.5 |
| Minimum | 0 |
|---|---|
| Maximum | 10969 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 548.45 |
| Q1 | 2742.25 |
| median | 5484.5 |
| Q3 | 8226.75 |
| 95-th percentile | 10420.55 |
| Maximum | 10969 |
| Range | 10969 |
| Interquartile range (IQR) | 5484.5 |
Descriptive statistics
| Standard deviation | 3166.9106 |
|---|---|
| Coefficient of variation (CV) | 0.57742922 |
| Kurtosis | -1.2 |
| Mean | 5484.5 |
| Median Absolute Deviation (MAD) | 2742.5 |
| Skewness | 0 |
| Sum | 60164965 |
| Variance | 10029322 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 7316 | 1 | < 0.1% |
| 7308 | 1 | < 0.1% |
| 7309 | 1 | < 0.1% |
| 7310 | 1 | < 0.1% |
| 7311 | 1 | < 0.1% |
| 7312 | 1 | < 0.1% |
| 7313 | 1 | < 0.1% |
| 7314 | 1 | < 0.1% |
| 7315 | 1 | < 0.1% |
| Other values (10960) | 10960 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 10969 | 1 | |
| 10968 | 1 | |
| 10967 | 1 | |
| 10966 | 1 | |
| 10965 | 1 | |
| 10964 | 1 | |
| 10963 | 1 | |
| 10962 | 1 | |
| 10961 | 1 | |
| 10960 | 1 |
client_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 670.3 KiB |
| early | |
|---|---|
| regular | |
| default |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.5611668 |
| Min length | 5 |
Characters and Unicode
| Total characters | 61006 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | default |
|---|---|
| 2nd row | default |
| 3rd row | default |
| 4th row | default |
| 5th row | default |
Common Values
| Value | Count | Frequency (%) |
| early | 7892 | |
| regular | 1771 | 16.1% |
| default | 1307 | 11.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| early | 7892 | |
| regular | 1771 | 16.1% |
| default | 1307 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 11434 | |
| e | 10970 | |
| a | 10970 | |
| l | 10970 | |
| y | 7892 | |
| u | 3078 | 5.0% |
| g | 1771 | 2.9% |
| d | 1307 | 2.1% |
| f | 1307 | 2.1% |
| t | 1307 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 61006 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 11434 | |
| e | 10970 | |
| a | 10970 | |
| l | 10970 | |
| y | 7892 | |
| u | 3078 | 5.0% |
| g | 1771 | 2.9% |
| d | 1307 | 2.1% |
| f | 1307 | 2.1% |
| t | 1307 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 61006 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 11434 | |
| e | 10970 | |
| a | 10970 | |
| l | 10970 | |
| y | 7892 | |
| u | 3078 | 5.0% |
| g | 1771 | 2.9% |
| d | 1307 | 2.1% |
| f | 1307 | 2.1% |
| t | 1307 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 61006 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 11434 | |
| e | 10970 | |
| a | 10970 | |
| l | 10970 | |
| y | 7892 | |
| u | 3078 | 5.0% |
| g | 1771 | 2.9% |
| d | 1307 | 2.1% |
| f | 1307 | 2.1% |
| t | 1307 | 2.1% |
ratio
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 183 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 2581 |
| Missing (%) | 23.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2734627 |
| Minimum | 0 |
|---|---|
| Maximum | 4.1666667 |
| Zeros | 578 |
| Zeros (%) | 5.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.066666667 |
| median | 0.16666667 |
| Q3 | 0.375 |
| 95-th percentile | 0.95833333 |
| Maximum | 4.1666667 |
| Range | 4.1666667 |
| Interquartile range (IQR) | 0.30833333 |
Descriptive statistics
| Standard deviation | 0.29338163 |
|---|---|
| Coefficient of variation (CV) | 1.0728397 |
| Kurtosis | 5.7542231 |
| Mean | 0.2734627 |
| Median Absolute Deviation (MAD) | 0.125 |
| Skewness | 1.7911874 |
| Sum | 2294.0786 |
| Variance | 0.08607278 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 578 | 5.3% |
| 0.08333333333 | 577 | 5.3% |
| 0.1666666667 | 458 | 4.2% |
| 0.25 | 326 | 3.0% |
| 0.3333333333 | 239 | 2.2% |
| 0.04166666667 | 229 | 2.1% |
| 0.05555555556 | 221 | 2.0% |
| 0.125 | 213 | 1.9% |
| 0.02777777778 | 208 | 1.9% |
| 0.1111111111 | 194 | 1.8% |
| Other values (173) | 5146 | |
| (Missing) | 2581 |
| Value | Count | Frequency (%) |
| 0 | 578 | |
| 0.008333333333 | 9 | 0.1% |
| 0.01041666667 | 2 | < 0.1% |
| 0.0119047619 | 25 | 0.2% |
| 0.01388888889 | 10 | 0.1% |
| 0.01666666667 | 165 | 1.5% |
| 0.02040816327 | 1 | < 0.1% |
| 0.02083333333 | 84 | 0.8% |
| 0.02380952381 | 22 | 0.2% |
| 0.025 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 4.166666667 | 1 | < 0.1% |
| 2.583333333 | 1 | < 0.1% |
| 2.333333333 | 1 | < 0.1% |
| 2.083333333 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.666666667 | 1 | < 0.1% |
| 1.583333333 | 1 | < 0.1% |
| 1.5 | 3 | |
| 1.416666667 | 3 | |
| 1.333333333 | 7 |
loan_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 704.3 KiB |
| leaseback | |
|---|---|
| leasing |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.7336372 |
| Min length | 7 |
Characters and Unicode
| Total characters | 95808 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | leaseback |
|---|---|
| 2nd row | leaseback |
| 3rd row | leasing |
| 4th row | leaseback |
| 5th row | leasing |
Common Values
| Value | Count | Frequency (%) |
| leaseback | 9509 | |
| leasing | 1461 | 13.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| leaseback | 9509 | |
| leasing | 1461 | 13.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 20479 | |
| a | 20479 | |
| l | 10970 | |
| s | 10970 | |
| b | 9509 | |
| c | 9509 | |
| k | 9509 | |
| i | 1461 | 1.5% |
| n | 1461 | 1.5% |
| g | 1461 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 95808 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 20479 | |
| a | 20479 | |
| l | 10970 | |
| s | 10970 | |
| b | 9509 | |
| c | 9509 | |
| k | 9509 | |
| i | 1461 | 1.5% |
| n | 1461 | 1.5% |
| g | 1461 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 95808 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 20479 | |
| a | 20479 | |
| l | 10970 | |
| s | 10970 | |
| b | 9509 | |
| c | 9509 | |
| k | 9509 | |
| i | 1461 | 1.5% |
| n | 1461 | 1.5% |
| g | 1461 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 95808 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 20479 | |
| a | 20479 | |
| l | 10970 | |
| s | 10970 | |
| b | 9509 | |
| c | 9509 | |
| k | 9509 | |
| i | 1461 | 1.5% |
| n | 1461 | 1.5% |
| g | 1461 | 1.5% |
loan_initial_term
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.818323 |
| Minimum | 9 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 36 |
| median | 54 |
| Q3 | 90 |
| 95-th percentile | 108 |
| Maximum | 180 |
| Range | 171 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 28.195104 |
|---|---|
| Coefficient of variation (CV) | 0.45609623 |
| Kurtosis | 0.87781578 |
| Mean | 61.818323 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.65047147 |
| Sum | 678147 |
| Variance | 794.96389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 54 | 3116 | |
| 90 | 2590 | |
| 36 | 2327 | |
| 72 | 1218 | 11.1% |
| 18 | 672 | 6.1% |
| 108 | 325 | 3.0% |
| 126 | 289 | 2.6% |
| 9 | 141 | 1.3% |
| 27 | 136 | 1.2% |
| 180 | 71 | 0.6% |
| Other values (25) | 85 | 0.8% |
| Value | Count | Frequency (%) |
| 9 | 141 | 1.3% |
| 12 | 2 | < 0.1% |
| 15 | 3 | < 0.1% |
| 18 | 672 | |
| 20 | 4 | < 0.1% |
| 21 | 2 | < 0.1% |
| 23 | 4 | < 0.1% |
| 24 | 2 | < 0.1% |
| 27 | 136 | 1.2% |
| 30 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 180 | 71 | 0.6% |
| 144 | 2 | < 0.1% |
| 126 | 289 | 2.6% |
| 111 | 1 | < 0.1% |
| 108 | 325 | 3.0% |
| 104 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 90 | 2590 | |
| 87 | 1 | < 0.1% |
| 86 | 1 | < 0.1% |
loan_initial_amount
Real number (ℝ)
| Distinct | 232 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6091.551 |
| Minimum | 1680 |
|---|---|
| Maximum | 93600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 1680 |
|---|---|
| 5-th percentile | 1920 |
| Q1 | 3456 |
| median | 4992 |
| Q3 | 7200 |
| 95-th percentile | 13440 |
| Maximum | 93600 |
| Range | 91920 |
| Interquartile range (IQR) | 3744 |
Descriptive statistics
| Standard deviation | 3961.0339 |
|---|---|
| Coefficient of variation (CV) | 0.65025047 |
| Kurtosis | 34.530375 |
| Mean | 6091.551 |
| Median Absolute Deviation (MAD) | 2112 |
| Skewness | 3.2509539 |
| Sum | 66824315 |
| Variance | 15689790 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4800 | 1106 | 10.1% |
| 7200 | 801 | 7.3% |
| 2400 | 710 | 6.5% |
| 5760 | 569 | 5.2% |
| 3840 | 558 | 5.1% |
| 2880 | 458 | 4.2% |
| 1680 | 427 | 3.9% |
| 3360 | 412 | 3.8% |
| 4320 | 405 | 3.7% |
| 9600 | 400 | 3.6% |
| Other values (222) | 5124 |
| Value | Count | Frequency (%) |
| 1680 | 427 | |
| 1728 | 2 | < 0.1% |
| 1752 | 1 | < 0.1% |
| 1776 | 4 | < 0.1% |
| 1800 | 1 | < 0.1% |
| 1824 | 2 | < 0.1% |
| 1872 | 1 | < 0.1% |
| 1920 | 276 | |
| 1992 | 1 | < 0.1% |
| 2016 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 93600 | 1 | < 0.1% |
| 69120 | 1 | < 0.1% |
| 48000 | 2 | |
| 42240 | 1 | < 0.1% |
| 40800 | 1 | < 0.1% |
| 33600 | 1 | < 0.1% |
| 30720 | 1 | < 0.1% |
| 28800 | 4 | |
| 27360 | 1 | < 0.1% |
| 26880 | 1 | < 0.1% |
loan_to_value_ratio
Real number (ℝ)
| Distinct | 1120 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62581684 |
| Minimum | 0.040740741 |
|---|---|
| Maximum | 8.4782609 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 0.040740741 |
|---|---|
| 5-th percentile | 0.26315789 |
| Q1 | 0.5 |
| median | 0.66666667 |
| Q3 | 0.78947368 |
| 95-th percentile | 0.875 |
| Maximum | 8.4782609 |
| Range | 8.4375201 |
| Interquartile range (IQR) | 0.28947368 |
Descriptive statistics
| Standard deviation | 0.2202144 |
|---|---|
| Coefficient of variation (CV) | 0.35188315 |
| Kurtosis | 198.06121 |
| Mean | 0.62581684 |
| Median Absolute Deviation (MAD) | 0.13333333 |
| Skewness | 6.1284786 |
| Sum | 6865.2107 |
| Variance | 0.048494382 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8 | 963 | 8.8% |
| 0.5 | 442 | 4.0% |
| 0.75 | 362 | 3.3% |
| 0.6 | 308 | 2.8% |
| 0.9 | 307 | 2.8% |
| 0.6666666667 | 301 | 2.7% |
| 0.625 | 260 | 2.4% |
| 0.8333333333 | 227 | 2.1% |
| 0.7142857143 | 224 | 2.0% |
| 0.7692307692 | 169 | 1.5% |
| Other values (1110) | 7407 |
| Value | Count | Frequency (%) |
| 0.04074074074 | 1 | |
| 0.04545454545 | 1 | |
| 0.05974025974 | 1 | |
| 0.0618556701 | 1 | |
| 0.06538461538 | 1 | |
| 0.06981132075 | 1 | |
| 0.07142857143 | 1 | |
| 0.07692307692 | 1 | |
| 0.07894736842 | 1 | |
| 0.0793814433 | 1 |
| Value | Count | Frequency (%) |
| 8.47826087 | 1 | |
| 5.833333333 | 1 | |
| 5.333333333 | 1 | |
| 3.888888889 | 1 | |
| 1.962560974 | 1 | |
| 1.597312722 | 1 | |
| 1.301052632 | 1 | |
| 1.2 | 1 | |
| 1.175 | 1 | |
| 1.061415546 | 1 |
annual_percentage_rate
Real number (ℝ)
| Distinct | 7182 |
|---|---|
| Distinct (%) | 65.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.399138 |
| Minimum | 19.841096 |
|---|---|
| Maximum | 54.501862 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 19.841096 |
|---|---|
| 5-th percentile | 29.440909 |
| Q1 | 34.013923 |
| median | 35.915354 |
| Q3 | 36.958098 |
| 95-th percentile | 39.422817 |
| Maximum | 54.501862 |
| Range | 34.660766 |
| Interquartile range (IQR) | 2.944175 |
Descriptive statistics
| Standard deviation | 3.0910412 |
|---|---|
| Coefficient of variation (CV) | 0.087319675 |
| Kurtosis | 3.61393 |
| Mean | 35.399138 |
| Median Absolute Deviation (MAD) | 1.2327729 |
| Skewness | -0.41124843 |
| Sum | 388328.55 |
| Variance | 9.554536 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.11805625 | 24 | 0.2% |
| 38.27843974 | 21 | 0.2% |
| 37.06229324 | 18 | 0.2% |
| 36.412265 | 17 | 0.2% |
| 36.37183013 | 15 | 0.1% |
| 37.09016621 | 15 | 0.1% |
| 36.29131896 | 14 | 0.1% |
| 35.48274939 | 12 | 0.1% |
| 37.28588077 | 12 | 0.1% |
| 37.01369954 | 12 | 0.1% |
| Other values (7172) | 10810 |
| Value | Count | Frequency (%) |
| 19.84109589 | 1 | |
| 20.4245887 | 1 | |
| 20.5759692 | 1 | |
| 20.65722462 | 1 | |
| 20.67344486 | 1 | |
| 20.68876102 | 1 | |
| 20.77566325 | 1 | |
| 20.78718153 | 1 | |
| 20.81876534 | 1 | |
| 20.83961846 | 1 |
| Value | Count | Frequency (%) |
| 54.50186212 | 1 | |
| 54.0241842 | 1 | |
| 52.3438013 | 1 | |
| 52.06081289 | 1 | |
| 52.0160863 | 1 | |
| 51.83446821 | 1 | |
| 51.13353812 | 1 | |
| 50.99258106 | 1 | |
| 50.98807099 | 2 | |
| 50.18068113 | 1 |
monthly_interest_rate
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 688.3 KiB |
| 3.374 | |
|---|---|
| 2.6710832771 | |
| 2.5305 | 443 |
Length
| Max length | 12 |
|---|---|
| Median length | 5 |
| Mean length | 7.2405652 |
| Min length | 5 |
Characters and Unicode
| Total characters | 79429 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.374 |
|---|---|
| 2nd row | 3.374 |
| 3rd row | 3.374 |
| 4th row | 3.374 |
| 5th row | 3.374 |
Common Values
| Value | Count | Frequency (%) |
| 3.374 | 7079 | |
| 2.6710832771 | 3448 | |
| 2.5305 | 443 | 4.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.374 | 7079 | |
| 2.6710832771 | 3448 | |
| 2.5305 | 443 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 18049 | |
| 7 | 17423 | |
| . | 10970 | |
| 2 | 7339 | |
| 4 | 7079 | 8.9% |
| 1 | 6896 | 8.7% |
| 0 | 3891 | 4.9% |
| 6 | 3448 | 4.3% |
| 8 | 3448 | 4.3% |
| 5 | 886 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 79429 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 18049 | |
| 7 | 17423 | |
| . | 10970 | |
| 2 | 7339 | |
| 4 | 7079 | 8.9% |
| 1 | 6896 | 8.7% |
| 0 | 3891 | 4.9% |
| 6 | 3448 | 4.3% |
| 8 | 3448 | 4.3% |
| 5 | 886 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 79429 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 18049 | |
| 7 | 17423 | |
| . | 10970 | |
| 2 | 7339 | |
| 4 | 7079 | 8.9% |
| 1 | 6896 | 8.7% |
| 0 | 3891 | 4.9% |
| 6 | 3448 | 4.3% |
| 8 | 3448 | 4.3% |
| 5 | 886 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 79429 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 18049 | |
| 7 | 17423 | |
| . | 10970 | |
| 2 | 7339 | |
| 4 | 7079 | 8.9% |
| 1 | 6896 | 8.7% |
| 0 | 3891 | 4.9% |
| 6 | 3448 | 4.3% |
| 8 | 3448 | 4.3% |
| 5 | 886 | 1.1% |
region
Categorical
MISSING 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1090 |
| Missing (%) | 9.9% |
| Memory size | 687.3 KiB |
| region 6 | |
|---|---|
| region 5 | |
| region 8 | |
| region 3 | |
| region 7 | |
| Other values (7) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.0452429 |
| Min length | 8 |
Characters and Unicode
| Total characters | 79487 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | region 9 |
|---|---|
| 2nd row | region 2 |
| 3rd row | region 6 |
| 4th row | region 2 |
| 5th row | region 5 |
Common Values
| Value | Count | Frequency (%) |
| region 6 | 3728 | |
| region 5 | 2055 | |
| region 8 | 911 | 8.3% |
| region 3 | 737 | 6.7% |
| region 7 | 642 | 5.9% |
| region 9 | 561 | 5.1% |
| region 2 | 537 | 4.9% |
| region 10 | 400 | 3.6% |
| region 1 | 213 | 1.9% |
| region 4 | 49 | 0.4% |
| Other values (2) | 47 | 0.4% |
| (Missing) | 1090 | 9.9% |
Length
| Value | Count | Frequency (%) |
| region | 9880 | |
| 6 | 3728 | 18.9% |
| 5 | 2055 | 10.4% |
| 8 | 911 | 4.6% |
| 3 | 737 | 3.7% |
| 7 | 642 | 3.2% |
| 9 | 561 | 2.8% |
| 2 | 537 | 2.7% |
| 10 | 400 | 2.0% |
| 1 | 213 | 1.1% |
| Other values (3) | 96 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 9880 | |
| e | 9880 | |
| g | 9880 | |
| i | 9880 | |
| o | 9880 | |
| n | 9880 | |
| 9880 | ||
| 6 | 3728 | 4.7% |
| 5 | 2055 | 2.6% |
| 8 | 911 | 1.1% |
| Other values (7) | 3633 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 79487 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 9880 | |
| e | 9880 | |
| g | 9880 | |
| i | 9880 | |
| o | 9880 | |
| n | 9880 | |
| 9880 | ||
| 6 | 3728 | 4.7% |
| 5 | 2055 | 2.6% |
| 8 | 911 | 1.1% |
| Other values (7) | 3633 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 79487 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 9880 | |
| e | 9880 | |
| g | 9880 | |
| i | 9880 | |
| o | 9880 | |
| n | 9880 | |
| 9880 | ||
| 6 | 3728 | 4.7% |
| 5 | 2055 | 2.6% |
| 8 | 911 | 1.1% |
| Other values (7) | 3633 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 79487 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 9880 | |
| e | 9880 | |
| g | 9880 | |
| i | 9880 | |
| o | 9880 | |
| n | 9880 | |
| 9880 | ||
| 6 | 3728 | 4.7% |
| 5 | 2055 | 2.6% |
| 8 | 911 | 1.1% |
| Other values (7) | 3633 | 4.6% |
branch
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 696.5 KiB |
| branch 5 | |
|---|---|
| branch 6 | |
| branch 3 | |
| branch 2 | |
| branch 7 | |
| Other values (2) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 87760 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | branch 3 |
|---|---|
| 2nd row | branch 3 |
| 3rd row | branch 5 |
| 4th row | branch 3 |
| 5th row | branch 2 |
Common Values
| Value | Count | Frequency (%) |
| branch 5 | 3697 | |
| branch 6 | 2274 | |
| branch 3 | 1964 | |
| branch 2 | 1501 | |
| branch 7 | 641 | 5.8% |
| branch 4 | 552 | 5.0% |
| branch 1 | 341 | 3.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| branch | 10970 | |
| 5 | 3697 | 16.9% |
| 6 | 2274 | 10.4% |
| 3 | 1964 | 9.0% |
| 2 | 1501 | 6.8% |
| 7 | 641 | 2.9% |
| 4 | 552 | 2.5% |
| 1 | 341 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 10970 | |
| r | 10970 | |
| a | 10970 | |
| n | 10970 | |
| c | 10970 | |
| h | 10970 | |
| 10970 | ||
| 5 | 3697 | 4.2% |
| 6 | 2274 | 2.6% |
| 3 | 1964 | 2.2% |
| Other values (4) | 3035 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 87760 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| b | 10970 | |
| r | 10970 | |
| a | 10970 | |
| n | 10970 | |
| c | 10970 | |
| h | 10970 | |
| 10970 | ||
| 5 | 3697 | 4.2% |
| 6 | 2274 | 2.6% |
| 3 | 1964 | 2.2% |
| Other values (4) | 3035 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 87760 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| b | 10970 | |
| r | 10970 | |
| a | 10970 | |
| n | 10970 | |
| c | 10970 | |
| h | 10970 | |
| 10970 | ||
| 5 | 3697 | 4.2% |
| 6 | 2274 | 2.6% |
| 3 | 1964 | 2.2% |
| Other values (4) | 3035 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 87760 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| b | 10970 | |
| r | 10970 | |
| a | 10970 | |
| n | 10970 | |
| c | 10970 | |
| h | 10970 | |
| 10970 | ||
| 5 | 3697 | 4.2% |
| 6 | 2274 | 2.6% |
| 3 | 1964 | 2.2% |
| Other values (4) | 3035 | 3.5% |
client_gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.9 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.311577 |
| Min length | 4 |
Characters and Unicode
| Total characters | 47298 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | male |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 9261 | |
| female | 1709 | 15.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 9261 | |
| female | 1709 | 15.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 12679 | |
| m | 10970 | |
| a | 10970 | |
| l | 10970 | |
| f | 1709 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47298 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 12679 | |
| m | 10970 | |
| a | 10970 | |
| l | 10970 | |
| f | 1709 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47298 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 12679 | |
| m | 10970 | |
| a | 10970 | |
| l | 10970 | |
| f | 1709 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47298 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 12679 | |
| m | 10970 | |
| a | 10970 | |
| l | 10970 | |
| f | 1709 | 3.6% |
income
Real number (ℝ)
ZEROS 
| Distinct | 383 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1143.7324 |
| Minimum | 0 |
|---|---|
| Maximum | 52800 |
| Zeros | 2770 |
| Zeros (%) | 25.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 960 |
| Q3 | 1440 |
| 95-th percentile | 2880 |
| Maximum | 52800 |
| Range | 52800 |
| Interquartile range (IQR) | 1440 |
Descriptive statistics
| Standard deviation | 1573.4205 |
|---|---|
| Coefficient of variation (CV) | 1.3756894 |
| Kurtosis | 232.53274 |
| Mean | 1143.7324 |
| Median Absolute Deviation (MAD) | 480 |
| Skewness | 10.698369 |
| Sum | 12546744 |
| Variance | 2475652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2770 | |
| 1440 | 1156 | |
| 1200 | 1097 | 10.0% |
| 960 | 1040 | 9.5% |
| 720 | 728 | 6.6% |
| 1920 | 591 | 5.4% |
| 2400 | 424 | 3.9% |
| 1680 | 319 | 2.9% |
| 864 | 250 | 2.3% |
| 576 | 129 | 1.2% |
| Other values (373) | 2466 |
| Value | Count | Frequency (%) |
| 0 | 2770 | |
| 1 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
| 106 | 1 | < 0.1% |
| 120 | 3 | < 0.1% |
| 144 | 1 | < 0.1% |
| 149 | 1 | < 0.1% |
| 216 | 2 | < 0.1% |
| 221 | 4 | < 0.1% |
| 223 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 52800 | 1 | < 0.1% |
| 43200 | 1 | < 0.1% |
| 38400 | 1 | < 0.1% |
| 33600 | 1 | < 0.1% |
| 28800 | 1 | < 0.1% |
| 24000 | 1 | < 0.1% |
| 21120 | 1 | < 0.1% |
| 19200 | 7 | |
| 16320 | 1 | < 0.1% |
| 14400 | 13 |
vehicle_production_year
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2003.0438 |
| Minimum | 1982 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 1982 |
|---|---|
| 5-th percentile | 1996 |
| Q1 | 1999 |
| median | 2003 |
| Q3 | 2006 |
| 95-th percentile | 2012 |
| Maximum | 2020 |
| Range | 38 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.9220185 |
|---|---|
| Coefficient of variation (CV) | 0.0024572695 |
| Kurtosis | -0.37182747 |
| Mean | 2003.0438 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.29169417 |
| Sum | 21973391 |
| Variance | 24.226266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1999 | 959 | 8.7% |
| 1998 | 917 | 8.4% |
| 2000 | 796 | 7.3% |
| 2005 | 777 | 7.1% |
| 2002 | 736 | 6.7% |
| 2004 | 729 | 6.6% |
| 2006 | 717 | 6.5% |
| 2003 | 711 | 6.5% |
| 2001 | 667 | 6.1% |
| 2007 | 657 | 6.0% |
| Other values (25) | 3304 |
| Value | Count | Frequency (%) |
| 1982 | 1 | < 0.1% |
| 1985 | 1 | < 0.1% |
| 1986 | 1 | < 0.1% |
| 1989 | 2 | < 0.1% |
| 1990 | 3 | < 0.1% |
| 1991 | 12 | 0.1% |
| 1992 | 27 | 0.2% |
| 1993 | 42 | 0.4% |
| 1994 | 137 | |
| 1995 | 256 |
| Value | Count | Frequency (%) |
| 2020 | 1 | < 0.1% |
| 2019 | 2 | < 0.1% |
| 2018 | 12 | 0.1% |
| 2017 | 24 | 0.2% |
| 2016 | 32 | 0.3% |
| 2015 | 50 | 0.5% |
| 2014 | 108 | 1.0% |
| 2013 | 139 | |
| 2012 | 231 | |
| 2011 | 326 |
vehicle_initial_assessment_value
Real number (ℝ)
| Distinct | 489 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10286.784 |
| Minimum | 1104 |
|---|---|
| Maximum | 168000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 1104 |
|---|---|
| 5-th percentile | 4320 |
| Q1 | 6240 |
| median | 8160 |
| Q3 | 12212 |
| 95-th percentile | 23040 |
| Maximum | 168000 |
| Range | 166896 |
| Interquartile range (IQR) | 5972 |
Descriptive statistics
| Standard deviation | 7192.8341 |
|---|---|
| Coefficient of variation (CV) | 0.69923056 |
| Kurtosis | 49.444218 |
| Mean | 10286.784 |
| Median Absolute Deviation (MAD) | 2400 |
| Skewness | 4.5249967 |
| Sum | 1.1284602 × 108 |
| Variance | 51736862 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5760 | 693 | 6.3% |
| 7200 | 658 | 6.0% |
| 7680 | 607 | 5.5% |
| 6720 | 582 | 5.3% |
| 5280 | 557 | 5.1% |
| 8160 | 490 | 4.5% |
| 6240 | 475 | 4.3% |
| 9600 | 427 | 3.9% |
| 8640 | 410 | 3.7% |
| 4800 | 402 | 3.7% |
| Other values (479) | 5669 |
| Value | Count | Frequency (%) |
| 1104 | 1 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1872 | 1 | < 0.1% |
| 1920 | 3 | < 0.1% |
| 2160 | 6 | 0.1% |
| 2246 | 1 | < 0.1% |
| 2304 | 2 | < 0.1% |
| 2385 | 1 | < 0.1% |
| 2400 | 38 | |
| 2419 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 168000 | 1 | < 0.1% |
| 144000 | 1 | < 0.1% |
| 96000 | 2 | < 0.1% |
| 91200 | 2 | < 0.1% |
| 86400 | 2 | < 0.1% |
| 72000 | 1 | < 0.1% |
| 67200 | 5 | |
| 64800 | 2 | < 0.1% |
| 62400 | 6 | |
| 60000 | 2 | < 0.1% |
age
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 22 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.719401 |
| Minimum | 18 |
|---|---|
| Maximum | 78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.8 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 29 |
| median | 35 |
| Q3 | 44 |
| 95-th percentile | 61 |
| Maximum | 78 |
| Range | 60 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.298195 |
|---|---|
| Coefficient of variation (CV) | 0.29953274 |
| Kurtosis | 0.036227506 |
| Mean | 37.719401 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.87510596 |
| Sum | 412952 |
| Variance | 127.64922 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 519 | 4.7% |
| 31 | 500 | 4.6% |
| 29 | 485 | 4.4% |
| 33 | 462 | 4.2% |
| 28 | 453 | 4.1% |
| 27 | 448 | 4.1% |
| 34 | 427 | 3.9% |
| 25 | 406 | 3.7% |
| 32 | 402 | 3.7% |
| 35 | 396 | 3.6% |
| Other values (47) | 6450 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 19 | 4 | < 0.1% |
| 20 | 14 | 0.1% |
| 21 | 56 | 0.5% |
| 22 | 103 | 0.9% |
| 23 | 219 | |
| 24 | 363 | |
| 25 | 406 | |
| 26 | 395 | |
| 27 | 448 |
| Value | Count | Frequency (%) |
| 78 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 9 | 0.1% |
| 71 | 16 | 0.1% |
| 70 | 29 | |
| 69 | 19 | 0.2% |
| 68 | 40 | |
| 67 | 43 | |
| 66 | 42 | |
| 65 | 60 |
had_car_loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 621.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10970 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9336 | |
| 1 | 1634 | 14.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 9336 | |
| 1 | 1634 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9336 | |
| 1 | 1634 | 14.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10970 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9336 | |
| 1 | 1634 | 14.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10970 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9336 | |
| 1 | 1634 | 14.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10970 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9336 | |
| 1 | 1634 | 14.9% |
had_other_loans
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 621.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10970 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9610 | |
| 1 | 1360 | 12.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 9610 | |
| 1 | 1360 | 12.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9610 | |
| 1 | 1360 | 12.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10970 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9610 | |
| 1 | 1360 | 12.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10970 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9610 | |
| 1 | 1360 | 12.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10970 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9610 | |
| 1 | 1360 | 12.4% |
| clientid | client_type | ratio | loan_type | loan_initial_term | loan_initial_amount | loan_to_value_ratio | annual_percentage_rate | monthly_interest_rate | region | branch | client_gender | income | vehicle_production_year | vehicle_initial_assessment_value | age | had_car_loan | had_other_loans | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | default | 1.166667 | leaseback | 36 | 1920 | 0.200000 | 35.875763 | 3.374 | region 9 | branch 3 | male | 1214 | 2002 | 9600 | 37.0 | 0 | 0 |
| 1 | 1 | default | 1.027778 | leaseback | 54 | 5040 | 0.777778 | 36.079749 | 3.374 | NaN | branch 3 | male | 0 | 1995 | 6480 | 36.0 | 0 | 0 |
| 2 | 2 | default | 0.916667 | leasing | 18 | 2400 | 0.454545 | 42.292028 | 3.374 | region 2 | branch 5 | male | 720 | 1999 | 5280 | 57.0 | 0 | 0 |
| 3 | 3 | default | 0.916667 | leaseback | 36 | 9360 | 0.886364 | 35.580055 | 3.374 | NaN | branch 3 | female | 0 | 2000 | 10560 | 65.0 | 0 | 0 |
| 4 | 4 | default | 0.888889 | leasing | 54 | 5760 | 0.750000 | 37.090166 | 3.374 | region 6 | branch 2 | male | 0 | 2008 | 7680 | 35.0 | 0 | 0 |
| 5 | 5 | default | 0.875000 | leaseback | 36 | 2400 | 0.333333 | 39.586539 | 3.374 | NaN | branch 3 | male | 0 | 1998 | 7200 | 32.0 | 1 | 0 |
| 6 | 6 | default | 0.833333 | leaseback | 36 | 2160 | 0.264706 | 37.900981 | 3.374 | region 2 | branch 5 | male | 0 | 2012 | 8160 | 33.0 | 0 | 1 |
| 7 | 7 | default | 0.833333 | leaseback | 18 | 12960 | 0.794118 | 41.083697 | 3.374 | region 5 | branch 5 | male | 19200 | 2009 | 16320 | 36.0 | 0 | 0 |
| 8 | 8 | default | 0.833333 | leaseback | 36 | 3840 | 0.615385 | 37.538582 | 3.374 | region 6 | branch 2 | female | 960 | 1996 | 6240 | 36.0 | 0 | 0 |
| 9 | 9 | default | 0.833333 | leaseback | 18 | 2160 | 0.375000 | 36.811446 | 3.374 | region 6 | branch 3 | male | 0 | 1998 | 5760 | 29.0 | 0 | 0 |
| clientid | client_type | ratio | loan_type | loan_initial_term | loan_initial_amount | loan_to_value_ratio | annual_percentage_rate | monthly_interest_rate | region | branch | client_gender | income | vehicle_production_year | vehicle_initial_assessment_value | age | had_car_loan | had_other_loans | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10960 | 10960 | regular | NaN | leaseback | 108 | 5280 | 0.687500 | 35.224000 | 3.374 | NaN | branch 3 | male | 0 | 1997 | 7680 | 30.0 | 0 | 0 |
| 10961 | 10961 | regular | NaN | leaseback | 90 | 14880 | 0.775000 | 35.880166 | 3.374 | NaN | branch 3 | female | 0 | 2009 | 19200 | 25.0 | 0 | 0 |
| 10962 | 10962 | regular | NaN | leaseback | 72 | 3840 | 0.410256 | 36.702057 | 3.374 | NaN | branch 3 | male | 0 | 2003 | 9360 | 45.0 | 0 | 0 |
| 10963 | 10963 | regular | NaN | leaseback | 90 | 3360 | 0.636364 | 36.087020 | 3.374 | NaN | branch 3 | male | 0 | 2003 | 5280 | 40.0 | 0 | 0 |
| 10964 | 10964 | regular | NaN | leaseback | 90 | 6240 | 0.742857 | 35.053230 | 3.374 | NaN | branch 3 | male | 720 | 2001 | 8400 | 52.0 | 0 | 0 |
| 10965 | 10965 | regular | NaN | leaseback | 90 | 14400 | 0.625000 | 36.255934 | 3.374 | NaN | branch 3 | male | 0 | 2004 | 23040 | 62.0 | 0 | 0 |
| 10966 | 10966 | regular | NaN | leaseback | 90 | 4320 | 0.562500 | 36.048964 | 3.374 | NaN | branch 3 | male | 0 | 1994 | 7680 | 35.0 | 0 | 0 |
| 10967 | 10967 | regular | NaN | leaseback | 90 | 4320 | 0.600000 | 35.899666 | 3.374 | NaN | branch 3 | male | 0 | 1998 | 7200 | 24.0 | 0 | 0 |
| 10968 | 10968 | regular | NaN | leaseback | 72 | 2880 | 0.285714 | 37.547347 | 3.374 | NaN | branch 3 | male | 0 | 2004 | 10080 | 33.0 | 0 | 0 |
| 10969 | 10969 | regular | NaN | leaseback | 90 | 7200 | 0.456522 | 36.371830 | 3.374 | NaN | branch 3 | male | 0 | 2000 | 15771 | 49.0 | 0 | 0 |